自适应方法论文趋势 2023–2026

Adam 类与调度

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,012 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

自适应方法论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202354242243143
202464225146183
2025109476852276
20261388010983410

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部自适应方法论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 138 篇，第 2 / 3 页

  1. NeurIPS 2026Beyond Imputation: Mask-Adaptive Conformal Prediction via Tree Embeddings on General Missing Data Mechanisms
  2. NeurIPS 2026Beyond Uniform Detection: Adaptive Hallucination Detection for RAG Across Response Regimes
  3. NeurIPS 2026BLADE: Scalable Bi-level Adaptive Data Selection for LLM Training
  4. NeurIPS 2026Breaking the $\sqrt{d}$ Communication Barrier in Federated Sampling with Adaptive Hamiltonian Monte Carlo
  5. NeurIPS 2026CAM: Question Answering on Entity-Centric Videos with Continuous Extraction and Adaptive Querying
  6. NeurIPS 2026Catch Your Breath: Adaptive Computation for Self-Paced Sequence Production
  7. NeurIPS 2026Categorical Bayes filtering for computational phenotyping in adaptive learning
  8. NeurIPS 2026CATS: Acceptance-Oriented Critical Token Adaptive Selection for Multimodal Speculative Decoding
  9. NeurIPS 2026Class Adaptive Conformal Training
  10. NeurIPS 2026COMET: Codebook-based Online-adaptive Multi-scale Embedding for Time-series Anomaly Detection
  11. NeurIPS 2026CompilerKV: Risk-Adaptive KV Cache Compression via Offline Experience Compilation
  12. NeurIPS 2026CoScan: Multi-Scale Content-Adaptive Space-Filling Scans for Causal State-Space Image Restoration
  13. NeurIPS 2026DashAttention: Differentiable and Adaptive Sparse Hierarchical Attention
  14. NeurIPS 2026Diffusion Transformers with Residual Adaptive Layer Normalization
  15. NeurIPS 2026Distribution-Adaptive Policy Optimization
  16. NeurIPS 2026Efficient Adaptive Data Acquisition via Pretrained Belief Representations
  17. NeurIPS 2026Energy-Adaptive Equivariant State Space Models for Noise-Robust Protein Structure Representation
  18. NeurIPS 2026FAVLA: A Force-Adaptive Multi-Rate VLA model for Contact-Rich Robotic Manipulation
  19. NeurIPS 2026FedAdaVR: Adaptive Variance Reduction for Robust Federated Learning under Limited Client Participation
  20. NeurIPS 2026Fixed-Point Reasoning: Stable and Adaptive Deep Looped Models
  21. NeurIPS 2026ForecastCompass: Guiding Agentic Forecasting with Adaptive Factor Memory
  22. NeurIPS 2026From SGD to Muon: Adaptive Optimization via Schatten-p Norms
  23. NeurIPS 2026Functional Gradient Descent with Adaptive Representations
  24. NeurIPS 2026GEAR: Generator-Adaptive State Space Models for Associative Recall
  25. NeurIPS 2026Generalized Adaptive Boosting and the Geometry of Mistakes
  26. NeurIPS 2026Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution Shift
  27. NeurIPS 2026Hierarchical Adaptive Frame Sampling For Video Understanding
  28. NeurIPS 2026HiLoRA: Adaptive Hierarchical LoRA Routing for Training-Free Domain Generalization
  29. NeurIPS 2026Horizon Adaptive Offline Policy Learning via Value Stitching
  30. NeurIPS 2026ICAT: Incident-Case–Grounded Adaptive Testing for Physical-Risk Prediction in Embodied World Models
  31. NeurIPS 2026Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs
  32. NeurIPS 2026Information Bottleneck-Guided Adaptive Hypergraph Transformer for Brain Disease Diagnosis
  33. NeurIPS 2026Inner Product Aware Quantization: Provably Fast, Accurate, and Adaptive Algorithms
  34. NeurIPS 2026Instance-Adaptive Online Multicalibration
  35. NeurIPS 2026Isotropic Activation Functions Enable Deindividuated Neurons and Adaptive Topologies
  36. NeurIPS 2026Large Language Models Enhanced Covariate-adjusted Response-adaptive Randomization Design
  37. NeurIPS 2026Learning a Task-Adaptive Low-Dimensional Semantic Space for Improved Visual Classification
  38. NeurIPS 2026Learning When to Denoise: Optimizing Asynchronous Schedules for Latent Diffusion
  39. NeurIPS 2026Learning When to Think: Adaptive Internal Computation for Reinforcement Learning
  40. NeurIPS 2026Lemon: Evidence-Risk-Aware Adaptive Organization for Long-Horizon LLM Agents
  41. NeurIPS 2026Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension
  42. NeurIPS 2026MARS: Harmonizing Multimodal Convergence via Adaptive Rank Search
  43. NeurIPS 2026MARS: Multi-resolution Adaptive Routing for Sequential Recommendation
  44. NeurIPS 2026Matrix-Free Stochastic Training of Low-Rank Spectral Graph Learning via Randomized Adaptive Spectral Estimation
  45. NeurIPS 2026Mesh Invaiant Infinite Dimensional Adaptive MCMC for Latent Gaussian Processes
  46. NeurIPS 2026MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encoding
  47. NeurIPS 2026MoBiQuant: Mixture-of-Bits Quantization for Token-Adaptive Any-Precision LLM
  48. NeurIPS 2026Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use
  49. NeurIPS 2026Network of Theseus (Like the ship)
  50. NeurIPS 2026Objective-Aligned Amortized Inference for Offline Bayes-Adaptive MDP Model Learning

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查自适应方法在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "adaptive-methods"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇自适应方法论文？
共 1,012 篇，按年份分别是 2023 年 143 篇、2024 年 183 篇、2025 年 276 篇、2026 年 410 篇。
NeurIPS 2026 有多少篇自适应方法论文？
NeurIPS 2026 有 138 篇自适应方法论文，上一届是 109 篇。
ICLR 2026 有多少篇自适应方法论文？
ICLR 2026 有 80 篇自适应方法论文，上一届是 47 篇。
ICML 2026 有多少篇自适应方法论文？
ICML 2026 有 109 篇自适应方法论文，上一届是 68 篇。
CVPR 2026 有多少篇自适应方法论文？
CVPR 2026 有 83 篇自适应方法论文，上一届是 52 篇。
哪个会议的自适应方法论文最多？
NeurIPS，2023–2026 年共 365 篇。

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